postdoc Scientific AI evaluation Expert-built benchmarks and programmatic evaluation infrastructure for scientific reasoning. PDE solver Meshless differentiable spectral methods for PDE inverse problems on irregular geometries. Differentiable constitutive modeling Automatic differentiation and model discovery for learning constitutive laws from partial flow measurements. phd Geometry-driven dynamics in viscous flows Shape, elasticity, and nonreciprocal drift in low-Reynolds-number shear flows. Dispersion in structured channels Asymptotic transport theory for solutes in channels with patterned surface topography. Measuring condensate material properties Fluid-mechanical models and micropipette aspiration measurements for biomolecular condensates.